{"id":3507,"date":"2020-05-23T10:58:46","date_gmt":"2020-05-23T02:58:46","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=3507"},"modified":"2020-05-23T10:58:46","modified_gmt":"2020-05-23T02:58:46","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e3%80%91bert%e7%9a%84%e4%bd%bf%e7%94%a8","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/traslation\/3507\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u3011BERT\u7684\u4f7f\u7528"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-sentence-classification.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\uff0c\u5728\u8bed\u8a00\u5904\u7406\u65b9\u5411\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u53d6\u5f97\u4e86\u98de\u5feb\u7684\u8fdb\u6b65\uff0c\u8fd9\u4e9b\u6210\u679c\u5df2\u7ecf\u4e0d\u518d\u4ec5\u4ec5\u662f\u505c\u7559\u5728\u5b9e\u9a8c\u5ba4\u9636\u6bb5\uff0c\u800c\u662f\u5f00\u59cb\u4e3a\u4e00\u4e9b\u9886\u5148\u7684\u6570\u5b57\u4ea7\u54c1\u63d0\u4f9b\u52a8\u529b\u3002\u4e00\u4e2a\u5f88\u597d\u7684\u6817\u5b50\u5c31\u662f\u6700\u8fd1\u516c\u5e03\u7684BERT\u6a21\u578b\u5982\u4f55\u6210\u4e3a\u8c37\u6b4c\u641c\u7d22\u80cc\u540e\u7684\u8d4b\u80fd\u8005\uff08<a rel=\"noreferrer noopener\" aria-label=\"Understanding searches better than ever before\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/www.blog.google\/products\/search\/search-language-understanding-bert\/\" target=\"_blank\">Understanding searches better than ever before<\/a>\u3010\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u7f51\u5740\u3011\uff09\u8c37\u6b4c\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u6b65\uff08\u65e2\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u5e94\u7528\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff09\u4ee3\u8868\u7740\u201c\u6700\u8fd1\u4e94\u5e74\u6700\u5927\u7684\u98de\u8dc3\uff0c\u4e5f\u662f\u641c\u7d22\u5386\u53f2\u4e0a\u6700\u5feb\u7684\u98de\u8dc3\uff08 the biggest leap forward in the past five years, and one of the biggest leaps forward in the history of Search \uff09\u201d<\/p>\n\n\n<p>\u672c\u6587\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6559\u7a0b\uff0c\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528\u591a\u79cdBERT\u6765\u8fdb\u884c\u53e5\u5b50\u5206\u7c7b\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u4f46\u662f\u4e5f\u8db3\u591f\u5c55\u793a\u5230\u4e00\u4e9b\u5173\u952e\u6982\u5ff5\u3002<\/p>\n\n\n<p>\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u51c6\u5907\u4e86\u4e00\u4e2anotebook\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u96c6\uff1aSST2<\/h2>\n\n\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528SST2\u6570\u636e\u96c6\uff0c\u5b83\u5305\u542b\u7535\u5f71\u8bc4\u8bba\u4e2d\u7684\u53e5\u5b50\uff0c\u6bcf\u4e2a\u53e5\u5b50\u90fd\u6807\u8bb0\u4e3a\u6b63\u5411\uff081\uff09\u548c\u8d1f\u5411\uff080\uff09\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6a21\u578b\uff1a\u53e5\u5b50\u60c5\u611f\u5206\u7c7b<\/h2>\n\n\n<p>\u6211\u4eec\u7684\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u8f93\u5165\u4e00\u4e2a\u53e5\u5b50\uff0c\u7136\u540e\u751f\u62101\uff08\u4ee3\u8868\u8fd9\u4e2a\u53e5\u5b50\u5177\u6709\u6b63\u5411\u7684\u60c5\u611f\u503e\u5411\uff09\u548c0\uff08\u4ee3\u8868\u8fd9\u4e2a\u53e5\u5b50\u5177\u6709\u8d1f\u5411\u7684\u60c5\u611f\u503e\u5411\uff09\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u8fd9\u6837\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/sentiment-classifier-1.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u518d\u8fd9\u6837\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5b9e\u9645\u4e0a\u7531\u4e24\u4e2a\u6a21\u578b\u7ec4\u6210\u3002<\/p>\n\n\n<p><a href=\"https:\/\/medium.com\/huggingface\/distilbert-8cf3380435b5\">DistilBERT<\/a>\uff1a\u5904\u7406\u53e5\u5b50\uff0c\u7136\u540e\u5c06\u4ece\u4e2d\u63d0\u53d6\u7684\u4fe1\u606f\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u6a21\u578b\u3002DistillBERT\u662f\u4e00\u4e2aBERT\u7684\u5c0f\u7248\u672c\uff0c\u7531<a rel=\"noreferrer noopener\" aria-label=\"HuggingFace\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/huggingface.co\" target=\"_blank\">HuggingFace<\/a>\u56e2\u961f\u5f00\u53d1\u5e76\u5f00\u6e90\u3002\u5b83\u662fBERT\u7684\u4e00\u4e2a\u8f7b\u91cf\u5316\u7248\u672c\uff0c\u5e76\u4e14\u4e0e\u6027\u80fd\u5dee\u4e0d\u592a\u591a\u3002<\/p>\n\n\n<p>\u4e0b\u4e00\u4e2a\u6a21\u578b\u662f\u4e00\u4e2a\u57fa\u672c\u7684\u903b\u8f91\u56de\u5f52\u6a21\u578b\uff0c\u5b83\u63a5\u53d7DistillBERT\u7684\u5904\u7406\u7ed3\u679c\uff0c\u7136\u540e\u5c06\u53e5\u5b50\u5206\u7c7b\u6210\u6b63\u5411\u6216\u8005\u8d1f\u5411\u3002<\/p>\n\n\n<p>\u4e24\u4e2a\u6a21\u578b\u4e4b\u95f4\u4f20\u8f93\u7684\u6570\u636e\u5927\u5c0f\u662f768\u7ef4\u7684\u5411\u91cf\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u4e2a\u50cf\u4e24\u4e2a\u770b\u4f5c\u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u5206\u7c7b\u7684\u53e5\u5d4c\u5165\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/distilbert-bert-sentiment-classifier.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u8bfb\u8fc7\u6211\u7684\u524d\u4e00\u7bc7<a rel=\"noreferrer noopener\" aria-label=\"BERT\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/3509\/\" target=\"_blank\">BERT<\/a>\uff0c\u4f60\u5c31\u4f1a\u77e5\u9053\u8f93\u5165\u5411\u91cf\u7684\u7b2c\u4e00\u4e2a\u4f4d\u7f6e\u662fCLS\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6a21\u578b\u8bad\u7ec3<\/h2>\n\n\n<p>\u867d\u7136\u6211\u4eec\u5c06\u4f7f\u7528\u4e24\u4e2a\u6a21\u578b\uff0c\u4f46\u662f\u6211\u4eec\u53ea\u4f1a\u8bad\u7ec3\u903b\u8f91\u56de\u5f52\u6a21\u578b\u3002\u5bf9\u4e8eDistillBERT\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u5df2\u7ecf\u7ecf\u8fc7\u9884\u8bad\u7ec3\u5e76\u638c\u63e1\u82f1\u8bed\u8bed\u8a00\u7684\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u4e2a\u6a21\u578b\u5e76\u6ca1\u6709\u5bf9\u53e5\u5b50\u5206\u7c7b\u8fdb\u884c\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u4e5f\u6ca1\u6709\u8fdb\u884c\u5fae\u8c03\u3002\u7136\u800c\uff0c\u6211\u4eec\u901a\u8fc7BERT\u7684\u8bad\u7ec3\u4e5f\u83b7\u5f97\u4e86\u4e00\u4e9b\u5904\u7406\u53e5\u5b50\u7684\u80fd\u529b\u3002\u8fd9\u663e\u7136\u662f\u4e0eBERT\u7684\u7b2c\u4e8c\u79cd\u8bad\u7ec3\u65b9\u5f0f\u6709\u5173\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f3c\u4e4e\u8bad\u7ec3\u4e86\u6a21\u578b\u8fdb\u884c\u8bed\u53e5\u7ea7\u5c01\u88c5\u7684\u80fd\u529b\u3002<a rel=\"noreferrer noopener\" aria-label=\"\u8fd9\u91cc\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/github.com\/huggingface\/transformers\" target=\"_blank\">\u8fd9\u91cc<\/a>\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0e\u8bad\u7ec3\u7684DistilBERT\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/model-training.png\" alt=\"\"\/><\/figure>\n\n\n<h2 class=\"wp-block-heading\">\u6559\u7a0b\u6982\u8ff0<\/h2>\n\n\n<p>\u6211\u4eec\u9996\u5148\u4f7f\u7528\u8bad\u7ec3\u597d\u7684distilBERT\u751f\u62102000\u4e2a\u53e5\u5b50\u7684\u53e5\u5d4c\u5165\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-tutorial-sentence-embedding.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u5728\u8fd9\u4e00\u6b65\u4e4b\u540e\uff0c\u6211\u4eec\u5c06\u4e0d\u518d\u6d89\u53cadistilBERT\u3002\u6211\u4eec\u5728\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0a\u62c6\u5206\u8bad\u7ec3\/\u6d4b\u8bd5\u96c6\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-train-test-split-sentence-embedding.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u7136\u540e\u6211\u4eec\u5728\u8bad\u7ec3\u96c6\u4e0a\u8bad\u7ec3\u903b\u8f91\u56de\u5f52\uff1a<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-training-logistic-regression.png\" alt=\"\"\/><\/figure>\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u8fdb\u884c\u9884\u6d4b\uff1f<\/h2>\n\n\n<p>\u5728\u6df1\u5165\u7814\u7a76\u4ee3\u7801\u5e76\u89e3\u91ca\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u770b\u770b\u7ecf\u8fc7\u8bad\u7ec3\u7684\u6a21\u578b\u5982\u4f55\u8fdb\u884c\u9884\u6d4b\u3002<\/p>\n\n\n<p>\u8ba9\u6211\u4eec\u8bd5\u7740\u5206\u7c7b\u4e00\u4e2a\u53e5\u5b50\u2018 a visually stunning rumination on love \u2019\u3002<\/p>\n\n\n<p>\u7b2c\u4e00\u6b65\u662f\u5c06\u53e5\u5b50\u62c6\u6210token\uff08\u5c31\u662f\u628a\u5355\u8bcd\u524d\u540e\u7f00\u5206\u79bb\u51fa\u6765\uff0c\u7edf\u4e00loving \u3010lov\uff0cing\u3011loved\u3010lov\uff0ced\u3011 \u8fd9\u7c7b\u5355\u8bcd\u7684\u610f\u601d\uff09\u3002<\/p>\n\n\n<p>\u7136\u540e\u6211\u4eec\u5728\u53e5\u5b50\u7684\u5f00\u5934\u52a0\u4e0aCLS\uff0c\u7ed3\u5c3e\u52a0\u4e0aSEP\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-tokenization-1.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u7b2c\u4e09\u6b65\u662f\u5c06\u5355\u8bcd\u8f6c\u6362\u4e3a\u8bcd\u5178\u7d22\u5f15\u3002\uff08\u9605\u8bfb<a rel=\"noreferrer noopener\" aria-label=\"Word2Vec\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/3497\/\" target=\"_blank\">Word2Vec<\/a>\u4e86\u89e3\u524d\u7f6e\u77e5\u8bc6\uff09<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-tokenization-2-token-ids.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u770b\u4e00\u4e0b\u4ee3\u7801\uff08\u4e00\u884c\u5b8c\u6210\u6240\u6709\u64cd\u4f5c\uff09\uff1a<\/p>\n\n\n<pre class=\"wp-block-code\"><code>tokenizer.encode(\"a visually stunning rumination on love\", add_special_tokens=True)\n<\/code><\/pre>\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u7684\u5411\u91cf\u5c31\u53ef\u4ee5\u76f4\u63a5\u4f20\u9012\u7ed9DistilBERT\u3002<\/p>\n\n\n<p>\u5982\u679c\u4f60\u8bfb\u8fc7<a rel=\"noreferrer noopener\" aria-label=\"BERT\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/3509\/\" target=\"_blank\">BERT<\/a>\uff0c\u8fd9\u4e00\u6b65\u4e5f\u53ef\u4ee5\u7528\u8fd9\u79cd\u65b9\u6cd5\u6765\u63cf\u8ff0\uff1a<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-input-tokenization.png\" alt=\"\"\/><\/figure>\n\n\n<h2 class=\"wp-block-heading\">DistilBERT<\/h2>\n\n\n<p>DistilBERT\u7684\u7ed3\u6784\u4e0eBERT\u7c7b\u4f3c\u3002\u8f93\u51fa\u662f\u4e00\u4e2a\u5411\u91cf\uff0c\u6709768\u4e2a\u6d6e\u70b9\u6570\u7ec4\u6210\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-model-input-output-1.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u53e5\u5b50 \u5206\u7c7b\u4efb\u52a1\uff0c\u56e0\u6b64\u53ef\u4ee5\u5ffd\u7565\u7b2c\u4e00\u4e2a\u5411\u91cf\uff08CLS\uff09\uff0c\u7136\u540e\u4f20\u5165\u903b\u8f91\u56de\u5f52\u6a21\u578b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-model-calssification-output-vector-cls.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u5de5\u4f5c\u5c31\u662f\u6839\u636e\u5b83\u4ece\u8bad\u7ec3\u9636\u6bb5\u5b66\u5230\u7684\u77e5\u8bc6\uff08\u6743\u91cd\uff09\u5bf9\u8fd9\u4e2a\u5411\u91cf\u8fdb\u884c\u5206\u7c7b\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u9884\u6d4b\u60f3\u8c61\u6210\u8fd9\u6837\uff1a<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/jalammar.github.io\/images\/distilBERT\/bert-distilbert-sentence-classification-example.png\" alt=\"\"\/><\/figure>\n\n\n<p>\u6211\u4eec\u5c06\u5728\u4e0b\u4e00\u8282\u4e2d\u8ba8\u8bba\u6574\u4e2a\u8fc7\u7a0b\u7684\u4ee3\u7801\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u4ee3\u7801<\/h2>\n\n\n<p>\u4ed6\u8fd9\u4e2a\u4ee3\u7801\u8bf4\u5b9e\u8bdd\u4e0d\u548b\u7684\uff0c\u6548\u679c\u4e5f\u4e0d\u884c\uff0c\u53ea\u670950\u5de6\u53f3\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n<p>\u4e0d\u505a\u642c\u8fd0\u4e86\uff0c\u540e\u671f\u4f1a\u51fa\u522b\u7684\u624b\u5199\u6559\u7a0b\uff0c\u8fd9\u91cc\u539f\u7406\u61c2\u4e86\u5c31\u5f97\u4e86\u3002<\/p>\n\n\n<p>\u7ffb\u8bd1\u6574\u7406\u81ea\uff1a<a href=\"http:\/\/jalammar.github.io\/a-visual-guide-to-using-bert-for-the-first-time\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"A Visual Guide to Using BERT for the First Time\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\">A Visual Guide to Using BERT for the First Time<\/a>\uff0c<a href=\"http:\/\/jalammar.github.io\/\">Jay Alammar<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\uff0c\u5728\u8bed\u8a00\u5904\u7406\u65b9\u5411\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u53d6\u5f97\u4e86\u98de\u5feb\u7684\u8fdb\u6b65\uff0c\u8fd9\u4e9b\u6210\u679c\u5df2\u7ecf\u4e0d\u518d\u4ec5\u4ec5\u662f\u505c\u7559\u5728\u5b9e\u9a8c\u5ba4\u9636\u6bb5\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[18,13],"tags":[31,37,40],"views":10519,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3507"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=3507"}],"version-history":[{"count":0,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3507\/revisions"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=3507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=3507"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=3507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}